The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
99 works in the cohort · of 4,299,418page 2 of 2
Labels cover 0 of 99 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.
Distilled predictions cover 99 of 99 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.
2022· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Business, Management and Accounting
2006· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Business, Management and Accounting
2002· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Business, Management and Accounting
2003· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Economics, Econometrics and Finance
2001· article· en· Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture· Business, Management and Accounting
